Can Fine-tuning Pre-trained Models Lead to Perfect NLP? A Study of the Generalizability of Relation Extraction

Sep 23, 2020
Ningyu Zhang, Luoqiu Li, Shumin Deng, Haiyang Yu, Xu Cheng, Wei Zhang, Huajun Chen

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The Devil is the Classifier: Investigating Long Tail Relation Classification with Decoupling Analysis

Sep 15, 2020
Haiyang Yu, Ningyu Zhang, Shumin Deng, Zonggang Yuan, Yantao Jia, Huajun Chen

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Contrastive Triple Extraction with Generative Transformer

Sep 14, 2020
Hongbin Ye, Ningyu Zhang, Shumin Deng, Mosha Chen, Chuanqi Tan, Fei Huang, Huajun Chen

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DistilE: Distiling Knowledge Graph Embeddings for Faster and Cheaper Reasoning

Sep 13, 2020
Yushan Zhu, Wen Zhang, Hui Chen, Xu Cheng, Wei Zhang, Huajun Chen

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Ontology-guided Semantic Composition for Zero-Shot Learning

Jun 30, 2020
Jiaoyan Chen, Freddy Lecue, Yuxia Geng, Jeff Z. Pan, Huajun Chen

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* Accepted by KR 2020 - 17th International Conference on Principles of Knowledge Representation and Reasoning 

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Neural Entity Summarization with Joint Encoding and Weak Supervision

May 10, 2020
Junyou Li, Gong Cheng, Qingxia Liu, Wen Zhang, Evgeny Kharlamov, Kalpa Gunaratna, Huajun Chen

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* 7 pages, accepted to IJCAI-PRICAI 2020 The paper is temporarily withdrawn due to company policies 

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Generative Adversarial Zero-shot Learning via Knowledge Graphs

Apr 07, 2020
Yuxia Geng, Jiaoyan Chen, Zhuo Chen, Zhiquan Ye, Zonggang Yuan, Yantao Jia, Huajun Chen

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* under review 

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Relation-Gated Domain Adaptation for Relation Extraction

Dec 16, 2019
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Jiaoayan Chen, Wei Zhang, Huajun Chen

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Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection

Nov 13, 2019
Shumin Deng, Ningyu Zhang, Jiaojian Kang, Yichi Zhang, Wei Zhang, Huajun Chen

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* Accepted by WSDM 2020 

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Relation Adversarial Network for Low Resource KnowledgeGraph Completion

Nov 08, 2019
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Jiaoayan Chen, Wei Zhang, Huajun Chen

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* under WWW2020 review 

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Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs

Sep 04, 2019
Mingyang Chen, Wen Zhang, Wei Zhang, Qiang Chen, Huajun Chen

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* Accepted by EMNLP 2019 

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Transfer Learning for Relation Extraction via Relation-Gated Adversarial Learning

Aug 22, 2019
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Jiaoyan Chen, Wei Zhang, Huajun Chen

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Improving Few-shot Text Classification via Pretrained Language Representations

Aug 22, 2019
Ningyu Zhang, Zhanlin Sun, Shumin Deng, Jiaoyan Chen, Huajun Chen

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* arXiv admin note: substantial text overlap with arXiv:1902.10482, arXiv:1803.02400 by other authors 

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Augmenting Transfer Learning with Semantic Reasoning

May 31, 2019
Freddy Lecue, Jiaoyan Chen, Jeff Z. Pan, Huajun Chen

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* IJCAI 2019 
* 7 pages 

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Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning

Mar 21, 2019
Wen Zhang, Bibek Paudel, Liang Wang, Jiaoyan Chen, Hai Zhu, Wei Zhang, Abraham Bernstein, Huajun Chen

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* This paper is accepted by WWW'19 

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Interaction Embeddings for Prediction and Explanation in Knowledge Graphs

Mar 12, 2019
Wen Zhang, Bibek Paudel, Wei Zhang, Abraham Bernstein, Huajun Chen

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* This paper is accepted by WSDM2019 

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Long-tail Relation Extraction via Knowledge Graph Embeddings and Graph Convolution Networks

Mar 04, 2019
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Guanying Wang, Xi Chen, Wei Zhang, Huajun Chen

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* To be published in NAACL 2019 

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Human-centric Transfer Learning Explanation via Knowledge Graph [Extended Abstract]

Jan 20, 2019
Yuxia Geng, Jiaoyan Chen, Ernesto Jimenez-Ruiz, Huajun Chen

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* In AAAI-19 Workshop on Network Interpretability for Deep Learning 

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Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction

Dec 29, 2018
Ningyu Zhang, Shumin Deng, Zhanlin Sun, Xi Chen, Wei Zhang, Huajun Chen

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* To be published in EMNLP 2018 

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Knowledge-based Transfer Learning Explanation

Jul 22, 2018
Jiaoyan Chen, Freddy Lecue, Jeff Z. Pan, Ian Horrocks, Huajun Chen

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* Accepted by International Conference on Principles of Knowledge Representation and Reasoning, 2018 

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Learning from Ontology Streams with Semantic Concept Drift

Apr 24, 2017
Freddy Lecue, Jiaoyan Chen, Jeff Pan, Huajun Chen

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